Hostname: page-component-586b7cd67f-2plfb Total loading time: 0 Render date: 2024-11-28T00:14:36.000Z Has data issue: false hasContentIssue false

Basic reproduction number of coxsackievirus type A6 and A16 and enterovirus 71: estimates from outbreaks of hand, foot and mouth disease in Singapore, a tropical city-state

Published online by Cambridge University Press:  16 September 2015

C. T. K. LIM
Affiliation:
Epidemiology and Disease Control Division, Ministry of Health, Singapore
L. JIANG
Affiliation:
Epidemiology and Disease Control Division, Ministry of Health, Singapore
S. MA
Affiliation:
Epidemiology and Disease Control Division, Ministry of Health, Singapore
L. JAMES
Affiliation:
Epidemiology and Disease Control Division, Ministry of Health, Singapore
L. W. ANG*
Affiliation:
Epidemiology and Disease Control Division, Ministry of Health, Singapore
*
*Author for correspondence: Ms. L. W. Ang, Epidemiology and Disease Control Division, Ministry of Health Singapore, College of Medicine Building, 16 College Road, Singapore 169854. (Email: [email protected])
Rights & Permissions [Opens in a new window]

Summary

Coxsackievirus A6 (CV-A6), coxsackievirus A16 (CV-A16) and enterovirus 71 (EV-A71) were the major enteroviruses causing nationwide hand, foot and mouth disease (HFMD) epidemics in Singapore in the last decade. We estimated the basic reproduction number (R0) of these enteroviruses to obtain a better understanding of their transmission dynamics. We merged records of cases from HFMD outbreaks reported between 2007 and 2012 with laboratory results from virological surveillance. R0 was estimated based on the cumulative number of reported cases in the initial growth phase of each outbreak associated with the particular enterovirus type. A total of 33 HFMD outbreaks were selected based on the inclusion criteria specified for our study, of which five were associated with CV-A6, 13 with CV-A16, and 15 with EV-A71. The median R0 was estimated to be 5·04 [interquartile range (IQR) 3·57–5·16] for CV-A6, 2·42 (IQR 1·85–3·36) for CV-A16, and 3·50 (IQR 2·36–4·53) for EV-A71. R0 was not significantly associated with number of infected children (P = 0·86), number of exposed children (P = 0·94), and duration of the outbreak (P = 0·05). These enterovirus-specific R0 estimates will be helpful in providing insights into the potential growth of future HFMD epidemics and outbreaks for timely implementation of disease control measures, together with disease dynamics such as severity of the cases.

Type
Original Papers
Copyright
Copyright © Cambridge University Press 2015 

INTRODUCTION

Hand, foot and mouth disease (HFMD) is a common childhood viral infection, characterized by a brief febrile illness, vesicular rashes on the hands and feet and mouth ulcers [Reference Melnick, Fields, Knipe and Howley1]. The disease is caused by numerous members of the Enterovirus genus of the family Picornaviridae, but the most common aetiological agents are coxsackievirus A16 (CV-A16) and enterovirus type 71 (EV-A71) [Reference Melnick, Fields, Knipe and Howley1, Reference Lin2].

Epidemiological studies of outbreaks in Europe, Southeast Asia and North America showed that coxsackieviruses usually cause self-limiting infections [Reference Solomon3Reference Khetsuriani5]. By contrast, the clinical spectrum of EV-A71 infection ranges from asymptomatic infection to severe cases with neurological and cardiopulmonary complications [Reference Bible6Reference McMin8]. In the past decade, a number of HFMD epidemics associated with EV-A71 have been reported in a number of Asian countries and regions, including China, Hong Kong, Singapore, Taiwan and Vietnam [Reference Lee9Reference Wu14]. Severe cases of HFMD and deaths have been reported in these epidemics. In Singapore, fatal cases of HFMD associated with EV-A71 were reported in 2000, 2001 and 2008 [Reference Wu14, Reference Chan15]. Additionally, there have been seven severe cases of HFMD reported since 2006, of which six tested positive for EV-A71 with the remaining case positive for enterovirus.

The basic reproductive number (R 0) measures the infectiousness of a pathogen in a given population. R 0 is generally defined as the average number of secondary cases infected by a typical infected person in a population that is entirely susceptible. R 0 has been estimated for many infectious diseases, including severe acute respiratory syndrome (SARS), avian influenza A(H5N1), the recent influenza A(H1N1)pdm09 pandemic and dengue [Reference Lipsitch16Reference Hsieh and Ma19]. However, there have been a limited number of publications on the estimation of R 0 of enteroviruses related to HFMD outbreaks. There was a study on the estimation of R 0 of EV-A71 and CV-A16 in HFMD outbreaks in Hong Kong between 2004 and 2009 [Reference Ma20].

HFMD is endemic in Singapore, with >50% of cases occurring in children aged <5 years [Reference Ang21]. Although the predominant circulating enteroviruses change periodically, CV-A6, CV-A16 and EV-A71 were the major enterovirus types causing nationwide HFMD epidemics in recent years [Reference Wu14, Reference Ang2123]. The aim of our study was to estimate R 0 of CV-A6, CV-A16 and EV-A71 in order to obtain a better understanding of the transmission dynamics of HFMD outbreaks in Singapore.

MATERIALS AND METHODS

In Singapore HFMD has been a legally notifiable disease under the Infectious Diseases Act since 1 October 2000 [Reference Ooi, Goh, Lin and Goh24]. Medical practitioners are required to notify all cases of HFMD to the Ministry of Health (MoH). Educational institutions, including childcare centres, are also required to notify the MoH of any HFMD outbreaks in their institutions. An outbreak is defined as ⩾2 cases of HFMD with onset of illness occurring within 10 days in the same institution for investigation and management by the MoH [Reference Ang21]. We reviewed the records of all HFMD cases and outbreaks reported to the MoH between 2007 and 2012.

Virological surveillance involves random collection of stool samples, throat and rectal swabs and swabs from vesicular fluid and oral ulcers from outpatients and inpatients of HFMD cases at two public acute-care hospitals, KK Women's and Children's Hospital, and National University Hospital, and outpatients at sentinel general practitioner clinics. About 70% of all hospitalized patients aged ⩽16 years were admitted into these two hospitals during the study period. Samples were also collected from HFMD cases notified by educational institutions after obtaining parental consent.

Each educational institution was assumed to be a closed system with the source of an outbreak of HFMD originating from a single infected child. As the transmission dynamics in primary schools attended by children aged between 6 and 12 years were different from those of childcare centres and kindergartens attended by children aged between 18 months and 6 years, we confined our study to HFMD outbreaks in childcare centres (18 months to 6 years) and kindergartens (4–6 years). We also assumed that all children were susceptible to infection at the beginning of an outbreak, and infected children would take sick leave after becoming symptomatic.

We merged records of notified cases from HFMD outbreaks and laboratory results from virological surveillance based on unique personal identifiers. If a case from an HFMD outbreak tested positive for a particular enterovirus type, we assumed that all reported cases from that outbreak were associated with the same enterovirus type. We included only outbreaks associated with CV-A6, CV-A16 and EV-A71 in our study. There were no outbreaks with two or all three enterovirus types under study detected. For outbreaks with other enterovirus types detected in addition to CV-A6, CV-A16 or EV-A71, we assumed that the outbreak was primarily associated with the enterovirus type included in our study. The personal identifiers were removed from the final dataset prior to statistical analysis, in order to ensure confidentiality of the notified cases.

We adopted the method used in the study carried out in Hong Kong [Reference Ma20], which estimated R 0 based on the cumulative number of cases at initial growth phase of each HFMD outbreak as determined by its epidemic curve. The initial growth phase refers to the period from the earliest date of onset of symptoms to the date when the number of newly infected cases had peaked or plateaued. The reproductive number was estimated using the following formula:

$$\eqalign{\sum {{N_{t \cdot i}}} & = 1 + {R_0} + {R_0^2} + {R_0^3} + \cdots + {R_0^t} \cr & = \displaystyle{{\left( {{R_0^{t + 1}} - 1} \right)} \over {\left( {{R_0} - 1} \right)}},}$$

where N t·i is the predicted number of incident cases on day t·i and t is the number of days of the initial growth phase of outbreak i divided by the incubation period. The incubation period of HFMD was estimated to be between 3 and 5 days, with the longest duration at 7 days [Reference Heymann25, Reference Wong26]. For the purpose of our analyses, we assumed the incubation period to be 5 days, which was the same as that of the study in Hong Kong [Reference Ma20].

Sensitivity analyses were conducted to investigate the impact on the estimation of R 0 based on the selection criteria. We examined whether there was an association between the estimated R 0 of the three enterovirus types and number of children exposed, the number of children infected as well as duration of the selected outbreaks using scatterplots. We checked for statistical difference between the estimated R 0 of the three enterovirus types using the Kruskal–Wallis test. We also investigated the distribution of the estimated R 0 when the incubation period was varied from 3 to 7 days using boxplots. All analyses were carried out using PASW Statistics software, version 18.0 (pasw-statistics.software.informer.com) and statistical software R, version 3.1.0 (https://cran.r-project.org/bin/windows/base/old/3.1.0/).

RESULTS

A total of 8869 HFMD outbreaks involving at least two cases in childcare centres and kindergartens were reported between 2007 and 2012. After merging notified cases from HFMD outbreaks and laboratory results from virological surveillance, enterovirus types were identified for 5·8% of the outbreaks in the 6-year period (Fig. 1).

Fig. 1. Flow chart on the selection of hand, foot and mouth disease outbreaks for estimation of R 0 for CV-A6, CV-A16 and EV-A71.

The distribution of these 514 HFMD outbreaks with enterovirus types identified is shown in Figure 2. With the exception of 2011, the enterovirus types that were more commonly identified in HFMD outbreaks in each year were the same as those associated with peaks in HFMD incidence at the national level, which were CV-A16 in 2007, EV-A71 in 2008, CV-A16 and CV-A6 in 2009, and CV-A6 in 2010–2012 [Reference Ang27].

Fig. 2. Annual number of hand, foot and mouth disease outbreaks identified as being associated with CV-A6, CV-A16, EV-A71 and other enterovirus types, 2007–2012.

Based on the inclusion criteria specified for our study, 33 outbreaks (0·4%) were eventually selected (Fig. 1). Of these outbreaks, 15 (45·5%) were associated with EV-A71, 13 (39·4%) with CV-A16 and the remaining five (15·2%) with CV-A6. All these outbreaks occurred in childcare centres except one in a kindergarten.

The characteristics of the 33 HFMD outbreaks are summarized in Table 1. The median number of children exposed in these outbreaks was 84 [interquartile range (IQR) 70–108). The median attack rate was 19·8% (IQR 13·7–23·0) and the median duration was 16 days (IQR 12–20). The median attack rate was similar for all three enterovirus types. The duration of outbreaks for CV-A16 and EV-A71 were similar, while that of CV-A6 was higher. However, the difference was not statistically significant (P = 0·45).

Table 1. Characteristics of selected HFMD outbreaks associated with CV-A6, CV-A16 and EV-A71, 2007–2012

HFMD, Hand, foot and mouth disease.

Values in parentheses are interquartile range.

* Refers to all the three enterovirus types, CV-A6, CV-A16 and EV-A71.

The median R 0 was 5·04 (IQR 3·57–5·16) for CV-A6, 3·50 (IQR 2·36–4·52) for EV-A71 and 2·42 (IQR 1·85–3·36) for CV-A16 (Table 2).

Table 2. Quantiles, 95th percentiles and range of estimated R0 of CV-A6, CV-A16 and EV-A71 in selected HFMD outbreaks, 2007–2012

HFMD, Hand, foot and mouth disease.

From the sensitivity analyses, R 0 was not significantly associated with number of children exposed (P = 0·94), number of children infected (P = 0·86), or duration of the selected outbreaks (P = 0·05) (Fig. 3). On the other hand, R 0 of all three enterovirus types increased corresponding to longer incubation period (Fig. 4).

Fig. 3. Scatterplot of estimated R 0 by enterovirus type against (a) number of children exposed, (b) number of children infected, and (c) duration of outbreaks.

Fig. 4. Boxplots of estimated R 0 by incubation period for (a) CV-A6, (b) CV-A16 and (c) EV-A71.

DISCUSSION

In our study, the median R 0 of CV-A6 was highest at 5·04, while that of CV-A16 was lowest at 2·42. The median R 0 of EV-A71 was in between the estimates of CV-A16 and CV-A6 at 3·50. The median R 0 of these three enterovirus types corresponded to the relative peaks in HFMD incidence at the national level. In the past decade, the HFMD epidemic with the highest incidence of 698·8/100 000 population in 2012 was associated with CV-A6 [23]. The second largest epidemic with incidence of 613·4/100 000 population in 2008 was associated with EV-A71 [Reference Ang21]. By contrast, HFMD epidemics associated with CV-A16 as the dominant circulating enterovirus were of smaller magnitude.

Based on the estimates of the median R 0 from our study, enterovirus infections of CV-A6, CV-A16 and EV-A71 were considered to be less infectious compared to other childhood infectious diseases such as measles (R 0 ~15) and chickenpox (R 0 between 10 and 12 for varicella) [Reference Anderson, May and Anderson28].

In a national paediatric seroprevalence survey (NPSS) conducted by the MoH between August 2008 and July 2010, the prevalence of EV-A71-specific neutralizing antibody in children in the 1–6 years age group was 14·3% [95% confidence interval (CI) 11·2–18·0] [Reference Ang21]. In a separate seroprevalence study using a subset of residual samples from the aforementioned study, the prevalence of CV-A6- and CV-A16-specific neutralizing antibody in children in the 1–6 years age group was 51·9% (95% CI 42·4–61·3) and 50·0% (95% CI 40·6–59·4), respectively [Reference Ang27]. The effective reproduction number, R, estimates the average number of secondary cases per infectious case in a population made up of both susceptible and non-susceptible hosts. Using results from the NPSS 2008–2010, R, could be computed from the product of R 0 and the proportion of population which is susceptible, which was estimated to be 2·42 for CV-A6, 1·21 for CV-A16 and 3·00 for EV-A71.

Compared to the median R 0 of EV-A71 at 5·48 (IQR 4·20–6·51) in Hong Kong [Reference Ma20], the estimate in our study was lower. The median R 0 of CV-A16 was 2·50 (IQR 1·96–3·67) in Hong Kong [Reference Ma20], which was comparable to that of our study. The median R 0 of EV-A71 was higher than that of CV-A16 in both our study and the study in Hong Kong. These observations reflect the different epidemiology of these enteroviruses in Singapore and Hong Kong during the study periods. To the best of our knowledge, no studies have been published on the estimation of the R 0 of CV-A6.

A caveat in the interpretation of our findings was the validity of the assumptions that we based our analyses on. We assumed a closed compartment within an institution with only one index case of HFMD at the initial phase of an outbreak, which might not hold. Children could be infected by their family members instead of their fellow schoolmates from childcare centres or kindergartens. The violation of these two assumptions may result in different estimates of R 0 of the three enterovirus types.

It has been reported that a large proportion of HFMD cases are asymptomatic, with the asymptomatic rate ranging between 29% and 73% [Reference Ljubin-Sternak29Reference Lee31]. The high proportion of asymptomatic HFMD cases serves as a latent reservoir of enterovirus transmission, and this could affect the estimation of R 0.

Another limitation of our study was the small number of outbreaks included in the analyses, especially for CV-A6. After confining outbreaks to those with at least ten infected children and selection of outbreaks based on the initial growth phase of the epidemic curve, there were only 33 outbreaks left for our analyses. While the peaks in HFMD incidence in 2010–2012 were associated with CV-A6, there were only at most two outbreaks associated with CV-A6 selected for our study for these three years. Increasing the number of outbreaks would provide greater precision of the estimates of R 0.

The effect of control measures on the estimation of R 0 was not considered in our study. Public health measures implemented after the notification of an HFMD outbreak to the MoH would reduce the number of cases and hence R 0 could be lower. In Singapore, the MoH routinely carries out measures year-round to control the spread of HFMD, such as field investigations in educational institutions with active HFMD clusters, and publishes the names of childcare centres and kindergartens with active HFMD clusters of prolonged transmission, and those which have been assessed for breaching specific triggers and are required to close mandatorily for a period of 10 days to break the chain of disease transmission [32]. In addition, the MoH conducts random spot checks on childcare centres, kindergartens and private enrichment centres. When there is an increasing trend in the number of notifications of HFMD, educational institutions are reminded to maintain vigilance including screening children for signs of HFMD and ensuring high levels of personal and environmental hygiene. We observed that the median number of children infected with HFMD and the median attack rate in the 33 outbreaks included in our study were lower than the triggers required for mandatory closure of affected educational institutions. In addition, the peak of the epidemic curve took place no later than 14 days after the notification of the first case of HFMD for the majority of the 33 outbreaks (97·0%). This was also shorter than the transmission period of >24 days required for mandatory closure of affected educational institutions. Hence, the extent of underestimation of R 0 would most likely be small for our study.

CONCLUSION

The median R 0 of CV-A6, CV-A16 and EV-A71 corresponded to the relative peaks in HFMD incidence associated with these enteroviruses at the national level. These enterovirus-specific R 0 estimates would be helpful in providing insights into the potential growth of future HFMD epidemics and outbreaks for timely implementation of disease control measures, together with disease dynamics such as severity of the cases.

ACKNOWLEDGEMENTS

We thank KK Women's and Children's Hospital, the National University Hospital and the sentinel GP clinics for their participation in the virological surveillance programme. We also thank the National Public Health Laboratory for testing the samples. Finally, we thank the Communicable Diseases Division, Ministry of Health Singapore, for their assistance and support.

This research received no specific grant from any funding agency, commercial or not-for-profit sectors.

DECLARATION OF INTEREST

None.

References

REFERENCES

1. Melnick, JL. Enteroviruses: polioviruses, coxsackieviruses, echoviruses, and newer enteroviruses. In: Fields, BN, Knipe, DM, Howley, PM, et al. , eds. Field's Virology, 3rd edn. Philadelphia: Lippincott-Raven Publishers; 1996, pp. 655712.Google Scholar
2. Lin, KH, et al. Evolution of EV71 genogroup in Taiwan from 1998 to 2005: an emerging of subgenogroup C4 of EV71. Journal of Medical Virology 2006; 78: 254262.Google Scholar
3. Solomon, T, et al. Virology, epidemiology, pathogenesism and control of enterovirus 71. Lancet Infectious Diseases 2010; 10: 778790.Google Scholar
4. Blomqvist, S, et al. Co-circulation of coxsackieviruses A6 and A10 in hand, foot and mouth disease in hand, foot and mouth disease outbreak in Finland. Journal of Clinical Virology 2010; 48: 4954.Google Scholar
5. Khetsuriani, N, et al. Enterovirus surveillance – United States, 1970–2005. Morbidity and Mortality Weekly Report Surveillance Summary 2006; 55: 121.Google Scholar
6. Bible, JM, et al. Genetic evolution of enterovirus 71: epidemiological and pathological implications. Reviews in Medical Virology 2007; 17: 371379.Google Scholar
7. Ooi, MH, et al. Clinical features, diagnosis, and management of enterovirus 71. Lancet Neurology 2010; 9: 10971105.CrossRefGoogle ScholarPubMed
8. McMin, PC. An overview of the evoluation of enterovirus 71 and its clinical and public health significance. FEMS Microbiology Reviews 2002; 26: 91107.Google Scholar
9. Lee, MS, et al. An investigation of epidemic enterovirus 71 infection in Taiwan, 2008. Pediatric Infectious Disease Journal 2010; 29: 10301034.Google Scholar
10. Wang, Q, Wang, Z. Epidemiology of hand, foot and mouth disease in China, 2008. Disease Surveillance 2010; 25: 181184.Google Scholar
11. Zhang, Y, et al. An emerging recombinant human enterovirus 71 responsible for the 2008 outbreak of hand, foot and mouth disease in Fuyang city of China. Virology Journal 2010; 7: 94.Google Scholar
12. Ma, E, et al. The enterovirus 71 epidemic in 2008 – public health implications for Hong Kong. International Journal of Infectious Diseases 2010; 14: e775e780.Google Scholar
13. Tu, PV, et al. Epidemiologic and virologic investigation of hand, foot, and mouth disease, Southern Vietnam, 2005. Emerging Infectious Diseases 2007; 13: 17331741.Google Scholar
14. Wu, Y, et al. The largest outbreak of hand, foot and mouth disease in Singapore in 2008: the role of enterovirus 71 and coxsackievirus A strains. International Journal of Infectious Diseases 2010; 14: e10761081.Google Scholar
15. Chan, KP, et al. Epidemic hand, foot and mouth disease caused by human enterovirus 71, Singapore. Emerging Infectious Diseases 2003; 9: 7885.Google Scholar
16. Lipsitch, M, et al. Transmission dynamics and control of severe acute respiratory syndrome. Science 2003; 300: 19661970.Google Scholar
17. Ward, MP, et al. Estimation of the reproductive number R 0 for epidemic, highly pathogenic avian influenza subtype H5N1 spread. Epidemiology and Infection 2004; 132: 291295.Google Scholar
18. Hsieh, YH, Fisman, DN, Wu, J. On epidemic modelling in real time: an application to the 2009 novel A(H1N1) influenza outbreak in Canada. BMC Research Notes 2010; 3: 283.Google Scholar
19. Hsieh, YH, Ma, S. Intervention measures, turning point, and reproduction number for dengue, Singapore, 2005. American Journal of Tropical Medicine and Hygiene 2009; 80: 6671.CrossRefGoogle ScholarPubMed
20. Ma, E, et al. Estimation of the basic reproduction number of enterovirus 71 and coxsackievirus A16 in hand, foot, and mouth disease outbreaks. Pediatric Infectious Disease Journal 2011; 30: 675679.Google Scholar
21. Ang, LW, et al. The changing seroepidemiology of enterovirus 71 infection among children and adolescents in Singapore. BMC Infectious Diseases 2011; 11: 270.Google Scholar
22. Ang, LW, et al. Epidemiology and control of hand, foot and mouth disease in Singapore 2001–2007. Annals Academy Medicine of Singapore 2009; 38: 106112.Google Scholar
23. Ministry of Health, Singapore. Communicable diseases surveillance in Singapore 2012. Singapore: Ministry of Health, 2013.Google Scholar
24. Ooi, EE, Goh, KT. Surveillance of hand, foot and mouth disease in Singapore. In: Lin, RVTP, Goh, KT, eds. Enterovirus Infection in Singapore – with Particular Reference to the EV71 Outbreak in 2000. Institute of Environmental Epidemiology, Ministry of Environment, 2002, pp. 6683.Google Scholar
25. Heymann, DL. Coxsackievirus diseases. Control of Communicable Diseases Manual, 18th edn. Washington, DC: American Public Health Association, 2004, pp. 133135.Google Scholar
26. Wong, SS, et al. Human enterovirus 71 and hand, foot and mouth disease. Epidemiology and Infection 2010; 138: 10711089.Google Scholar
27. Ang, LW, et al. Seroepidemiology of coxsackievirus A6, coxsackievirus A16, and enterovirus 71 infections among children and adolescents in Singapore, 2008–2010. PLoS ONE 2015; 10: e0127999.Google Scholar
28. Anderson, RM, May, RM, Anderson, B. Infectious Diseases of Humans: Dynamics and Control (Oxford Science Publications). New York: Oxford University Press, 1992.Google Scholar
29. Ljubin-Sternak, S, et al. Outbreak of hand, foot and mouth disease caused by Coxsackie A16 virus in a childcare centre in Croatia, February to March 2011. Eurosurveillance 2011; 16: pii = 19875.Google Scholar
30. Ji, H, et al. Seroepidemiology of human enterovirus 71 and coxsackievirus A16 in Jiangsu province, China. Virology Journal 2012; 9: 248.Google Scholar
31. Lee, MS, et al. Incidence rates of enterovirus 71 infections in young children during a nationwide epidemic in Taiwan, 2008–09. PLoS Neglected Tropical Diseases 2012; 6: e1476.Google Scholar
32. Ministry of Health, Singapore. Hand, foot & mouth disease: updates. 2015 (https://www.moh.gov.sg/content/moh_web/home/diseases_and_conditions/h/hand_foot_mouth_disease.html). Accessed 17 February 2015.Google Scholar
Figure 0

Fig. 1. Flow chart on the selection of hand, foot and mouth disease outbreaks for estimation of R0 for CV-A6, CV-A16 and EV-A71.

Figure 1

Fig. 2. Annual number of hand, foot and mouth disease outbreaks identified as being associated with CV-A6, CV-A16, EV-A71 and other enterovirus types, 2007–2012.

Figure 2

Table 1. Characteristics of selected HFMD outbreaks associated with CV-A6, CV-A16 and EV-A71, 2007–2012

Figure 3

Table 2. Quantiles, 95th percentiles and range of estimated R0 of CV-A6, CV-A16 and EV-A71 in selected HFMD outbreaks, 2007–2012

Figure 4

Fig. 3. Scatterplot of estimated R0 by enterovirus type against (a) number of children exposed, (b) number of children infected, and (c) duration of outbreaks.

Figure 5

Fig. 4. Boxplots of estimated R0 by incubation period for (a) CV-A6, (b) CV-A16 and (c) EV-A71.